{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Fundamental_Backtest\n",
    "利用基本面数据选出价值股后，如果MA最近三天涨则买入，否则卖出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oNBpFrVYr7777rjJixAildu3aysKFCxVFUZTvv/9e2bdvX7q8Tp06pbi7uyuW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AUA8Wee2et4Go2GsOTk4S+4EEKEgDHTQCHTjAZvptrZUtcjL1Sz1SxDKF7zYKhrkOnKQiFbzTKE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\ngUAgEAgEAoFAIPA6/x/CeqUeQb+A1gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x317a7f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#coding=utf-8\n",
    "# run_code_demo\n",
    "from rqalpha import run_code\n",
    "\n",
    "code = \"\"\"\n",
    "import numpy as np\n",
    "import talib as ta\n",
    "import pandas as pd\n",
    "import os\n",
    "import rqalpha\n",
    "from rqalpha.api import *\n",
    "\n",
    "def init(context):\n",
    "    codes = pd.read_excel('D:/PycharmProjects/Quant_Alpha/Data_Manager/Valuation_Selection/Value_Selection.xlsx')\n",
    "    codes.index = codes.pop('date')\n",
    "    context.codes = codes\n",
    "    scheduler.run_weekly(find_pool, tradingday=1)\n",
    "\n",
    "\n",
    "def find_pool(context, bar_dict):\n",
    "    codes = context.codes.loc[context.now]\n",
    "    stocks = codes.index[codes == True]\n",
    "    context.stocks = stocks\n",
    "\n",
    "def handle_bar(context, bar_dict):\n",
    "    sell(context)\n",
    "    pool = context.stocks\n",
    "    if pool is not None:\n",
    "        stocks_len = len(pool)\n",
    "\n",
    "        for stocks in context.portfolio.positions:\n",
    "            if stocks not in pool:\n",
    "                order_target_percent(stocks, 0)\n",
    "        result = []\n",
    "        for codes in pool:\n",
    "            data_c = history_bars(codes, 25, '1d', 'close', adjust_type='post')\n",
    "            ma = ta.EMA(data_c, timeperiod=20)\n",
    "            if len(ma)>3:\n",
    "                if ma[-1] > ma[-2] and ma[-2] > ma[-3] and codes not in result and codes not in context.portfolio.positions:\n",
    "                    result.append(codes)\n",
    "        if len(result):\n",
    "            for r in result:\n",
    "                order_target_percent(r, 1.0/stocks_len)\n",
    "\n",
    "def sell(context):\n",
    "    sell_list = []\n",
    "    for stocks in context.portfolio.positions:\n",
    "        data_c = history_bars(stocks, 25, '1d', 'close', adjust_type='post')\n",
    "        ma = ta.EMA(data_c, timeperiod=20)\n",
    "        ma_s = ta.EMA(data_c, timeperiod=10)\n",
    "        if len(ma)>3:\n",
    "            if ma[-1] < ma[-2] and ma[-2] < ma[-3]:\n",
    "                sell_list.append(stocks)\n",
    "    if len(sell_list):\n",
    "        for s in sell_list:\n",
    "            order_target_percent(s, 0)\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "config = {\n",
    "    \"base\": {\n",
    "        \"start_date\": \"2010-01-04\",\n",
    "        \"end_date\": \"2017-05-30\",\n",
    "        \"frequency\": '1d',\n",
    "        \"securities\": ['stock'],\n",
    "        \"stock_starting_cash\": 10000000,\n",
    "        \"benchmark\": \"000300.XSHG\"\n",
    "    },\n",
    "    \"extra\": {\n",
    "        \"log_level\": \"verbose\",\n",
    "    },\n",
    "    \"mod\": {\n",
    "        \"sys_analyser\": {\n",
    "            \"enabled\": True,\n",
    "            \"plot\": True\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "run_code(code, config)\n"
   ]
  }
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